{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# Imports\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "#import seaborn as sns\n",
    "import sklearn\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Year  Total  Gas Fuel  Liquid Fuel  Solid Fuel  Cement  Gas Flaring  \\\n",
      "0  1751      3         0            0           3       0            0   \n",
      "1  1752      3         0            0           3       0            0   \n",
      "2  1753      3         0            0           3       0            0   \n",
      "3  1754      3         0            0           3       0            0   \n",
      "4  1755      3         0            0           3       0            0   \n",
      "\n",
      "   Per Capita  \n",
      "0         NaN  \n",
      "1         NaN  \n",
      "2         NaN  \n",
      "3         NaN  \n",
      "4         NaN  \n",
      "    Source  Year    Mean\n",
      "0     GCAG  2015  0.8990\n",
      "1  GISTEMP  2015  0.8700\n",
      "2     GCAG  2014  0.7402\n",
      "3  GISTEMP  2014  0.7500\n",
      "4     GCAG  2013  0.6687\n"
     ]
    }
   ],
   "source": [
    "# Import data\n",
    "co2_df = pd.read_csv('input/global_co2.csv')\n",
    "temp_df = pd.read_csv('input/annual_temp.csv')\n",
    "print(co2_df.head())\n",
    "print(temp_df.head())\n",
    "#print(co2_df.columns=['Year','CO2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Year   CO2\n",
      "46  2006  8370\n",
      "47  2007  8566\n",
      "48  2008  8783\n",
      "49  2009  8740\n",
      "50  2010  9167\n"
     ]
    }
   ],
   "source": [
    "# Clean data\n",
    "co2_df = co2_df.ix[:,:2]                     # Keep only total CO2\n",
    "co2_df = co2_df.ix[co2_df['Year'] >= 1960]   # Keep only 1960 - 2010\n",
    "co2_df.columns=['Year','CO2']                # Rename columns\n",
    "co2_df = co2_df.reset_index(drop=True)                # Reset index\n",
    "print(co2_df.tail())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "temp_df =temp_df[temp_df.Source != 'GISTEMP'] # Keep only one source \n",
    "temp_df.drop('Source', inplace = True, axis = 1) #Drop name of source\n",
    "temp_df = temp_df.reindex(index=temp_df.index[::-1]) #Reset Index\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Year  Temperature\n",
      "51  2011       0.5759\n",
      "52  2012       0.6219\n",
      "53  2013       0.6687\n",
      "54  2014       0.7402\n",
      "55  2015       0.8990\n"
     ]
    }
   ],
   "source": [
    "temp_df = temp_df.ix[temp_df['Year'] >= 1960]   # Keep only 1960 - 2010\n",
    "temp_df.columns=['Year', 'Temperature']# Rename columns\n",
    "temp_df = temp_df.reset_index(drop=True)     \n",
    "print(temp_df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Year     CO2  Temperature\n",
      "0  1960.0  2569.0       0.0252\n",
      "1  1961.0  2580.0       0.0818\n",
      "2  1962.0  2686.0       0.0924\n",
      "3  1963.0  2833.0       0.1100\n",
      "4  1964.0  2995.0      -0.1461\n"
     ]
    }
   ],
   "source": [
    "# Concatenate\n",
    "climate_change_df = pd.concat([co2_df, temp_df.Temperature], axis=1)\n",
    "print(climate_change_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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BPbq6G1vhraTu7wTuwiJwo+jdtOPtaAAAAEod7ZbyFO9zs6L7e+zj0YWnTKvqyYJ7pkGd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\nzVyedKvT8+bdpLff/me9884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SjR49umjzhvSVcxskH/x+v6qqqsruZJcdELgrHBXu3DDi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\nQ6XSUFKylf/93+XU1taQnZ1Neno6AwcODGmQq1Kp6Ny5c8h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4mLi4uEalI12fU1RU1OiG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vTp0yfoM/aEBNwxJTEx0W0wrSgKtbW1HrM4Cvdk+m/zKIqCSqWif/++fPXVZyjKfzv3SYvlGHCY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\niMgI/h/xcHlC0TvFFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x182cef10c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(12.5,7.5)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(climate_change_df['Year'], climate_change_df['Temperature'] , climate_change_df['CO2'])\n",
    "ax.set_ylabel('Relative tempature'); ax.set_xlabel('Year'); ax.set_zlabel('CO2 Emissions')\n",
    "ax.view_init(10, -45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Projected 2D plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x182cf7b0b00>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XHDSsu25u9Njw9brr5mqI8vdNj3XWyRUGkiQVocig4kjg/oi4DdgPeAf4n5TS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eedMwfuuQdGjIhvkAK8hOXo0dCzJ9x3H5x1VmauM2yYV9aYNSt+QQrw6R9DhnggoWHD9Jzz7rs9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\n48nZQo7YVwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x182cefd66d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2, sharex=True)\n",
    "f.set_size_inches(12.5,7.5)\n",
    "#help(plt.subplots)\n",
    "axarr[0].plot(climate_change_df['Year'], climate_change_df['CO2'])\n",
    "axarr[1].plot(climate_change_df['Year'], climate_change_df['Temperature'])\n",
    "axarr[1].set_xlabel('Year')\n",
    "axarr[1].set_ylabel('Relative temperature')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "climate_change_df = climate_change_df.dropna()\n",
    "\n",
    "X = climate_change_df.as_matrix(['Year'])\n",
    "Y = climate_change_df.as_matrix(['CO2', 'Temperature']).astype('float32')\n",
    "\n",
    "indexes = ~np.isnan(X)\n",
    "X_train, X_test, Y_train, Y_test = np.asarray(train_test_split(X,Y, test_size=0.1)) \n",
    "#print(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "total size of new array must be unchanged",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-164-f5a6dc5d3c12>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mreg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mreg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[1;31m#print('Score: ', reg.score(X_test.reshape(-1, 1), Y_test))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: total size of new array must be unchanged"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "reg = LinearRegression()\n",
    "reg.fit(X_train, Y_train)\n",
    "print('Score: ', reg.score(X_test.reshape(-1, 1), Y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Plot regression and visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1960]\n",
      " [1961]\n",
      " [1962]\n",
      " [1963]\n",
      " [1964]\n",
      " [1965]\n",
      " [1966]\n",
      " [1967]\n",
      " [1968]\n",
      " [1969]\n",
      " [1970]\n",
      " [1971]\n",
      " [1972]\n",
      " [1973]\n",
      " [1974]\n",
      " [1975]\n",
      " [1976]\n",
      " [1977]\n",
      " [1978]\n",
      " [1979]\n",
      " [1980]\n",
      " [1981]\n",
      " [1982]\n",
      " [1983]\n",
      " [1984]\n",
      " [1985]\n",
      " [1986]\n",
      " [1987]\n",
      " [1988]\n",
      " [1989]\n",
      " [1990]\n",
      " [1991]\n",
      " [1992]\n",
      " [1993]\n",
      " [1994]\n",
      " [1995]\n",
      " [1996]\n",
      " [1997]\n",
      " [1998]\n",
      " [1999]\n",
      " [2000]\n",
      " [2001]\n",
      " [2002]\n",
      " [2003]\n",
      " [2004]\n",
      " [2005]\n",
      " [2006]\n",
      " [2007]\n",
      " [2008]\n",
      " [2009]\n",
      " [2010]]\n"
     ]
    }
   ],
   "source": [
    "x_line = np.arange(1960,2011).reshape(-1,1)\n",
    "p = reg.predict(x_line).T\n",
    "print(x_line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7djSJBuZshWfCIwAAwCEjR47UyJEjs12MLqKFXo/HI7vdHvGEQLyW9GivxSpD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\nrHYhAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x182d1d57630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig2 = plt.figure()\n",
    "fig2.set_size_inches(12.5, 7.5)\n",
    "ax = fig2.add_subplot(111, projection='3d')\n",
    "ax.scatter(xs=climate_change_df['Year'], ys=climate_change_df['Temperature'], zs=climate_change_df['CO2'])\n",
    "ax.set_ylabel('Relative tempature'); ax.set_xlabel('Year'); ax.set_zlabel('CO2 Emissions')\n",
    "ax.plot(x_line, p[1], p[0], color='g')\n",
    "ax.view_init(10, -45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x182d20c36a0>"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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REZETlrXwl7+4AOONN2DECNcM9Jpr3K4m3U11fTXFZcWtAoz3q97HYklLTmNC7gTOGnoW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\nERERERERkbT0/11Hu4UayeWrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x182d2044780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2, sharex=True)\n",
    "f.set_size_inches(12.5, 7.5)\n",
    "axarr[0].plot(climate_change_df['Year'], climate_change_df['CO2'])\n",
    "axarr[0].plot(x_line, p[0])\n",
    "axarr[0].set_ylabel('CO2 Emissions')\n",
    "axarr[1].plot(climate_change_df['Year'], climate_change_df['Temperature'])\n",
    "axarr[1].plot(x_line, p[1])\n",
    "axarr[1].set_xlabel('Year')\n",
    "axarr[1].set_ylabel('Relative temperature')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
